├── .gitignore ├── LICENSE ├── README.md ├── configs ├── en21-std │ └── channel-u-net │ │ └── encoder │ │ ├── base.yaml │ │ └── params.yaml ├── en21x-px │ └── rnn │ │ └── gru_lesspred │ │ └── base.yaml ├── en21x │ ├── context-rnn │ │ └── base.yaml │ ├── contextformer │ │ └── v1 │ │ │ └── lr_1.25.yaml │ ├── convlstm │ │ ├── base.yaml │ │ └── tune_basic │ │ │ ├── lr_0.1.yaml │ │ │ ├── lr_1.yaml │ │ │ └── lr_10.yaml │ ├── convlstm_ae │ │ ├── base.yaml │ │ ├── claire │ │ │ ├── lr_1.25.yaml │ │ │ ├── lr_1.25_1x1.yaml │ │ │ ├── lr_1.25_1x1_noweather.yaml │ │ │ ├── lr_1.25_2.yaml │ │ │ ├── lr_1.25_3.yaml │ │ │ ├── lr_1.25_noweather.yaml │ │ │ ├── lr_1.25_oldval.yaml │ │ │ ├── lr_1.25_shuffle.yaml │ │ │ ├── lr_10.yaml │ │ │ ├── lr_10_1x1.yaml │ │ │ ├── lr_10_1x1_noweather.yaml │ │ │ ├── lr_10_2.yaml │ │ │ ├── lr_10_3.yaml │ │ │ ├── lr_10_noweather.yaml │ │ │ └── lr_10_shuffle.yaml │ │ ├── kernel_1_0.000001.yaml │ │ ├── kernel_1_0.00001.yaml │ │ ├── lr_0.0000001.yaml │ │ ├── lr_0.00001.yaml │ │ └── oldval │ │ │ ├── lr_1.25.yaml │ │ │ ├── lr_1.25_1x1.yaml │ │ │ ├── lr_1.25_1x1_noweather.yaml │ │ │ ├── lr_1.25_1x1_shuffle.yaml │ │ │ ├── lr_1.25_2.yaml │ │ │ ├── lr_1.25_3.yaml │ │ │ ├── lr_1.25_noweather.yaml │ │ │ ├── lr_1.25_noweather_2.yaml │ │ │ ├── lr_1.25_noweather_3.yaml │ │ │ └── lr_1.25_shuffle.yaml │ ├── nf_resnet │ │ └── tune_basic │ │ │ ├── lr_10_1x1.yaml │ │ │ ├── lr_10_3x3.yaml │ │ │ ├── lr_1_1x1.yaml │ │ │ └── lr_1_3x3.yaml │ ├── nf_unet │ │ ├── tune_basic │ │ │ └── lr_10.yaml │ │ └── tune_weather │ │ │ ├── lr_10_film_latent.yaml │ │ │ ├── lr_10_film_latent_shuffle.yaml │ │ │ ├── lr_10_film_latent_shuffle2.yaml │ │ │ ├── lr_10_noweather.yaml │ │ │ └── lr_10_xattn_latent.yaml │ ├── predrnn │ │ ├── ablate_weather │ │ │ ├── lr_10_action.yaml │ │ │ ├── lr_10_cat_all.yaml │ │ │ ├── lr_10_cat_early.yaml │ │ │ ├── lr_10_cat_latent.yaml │ │ │ ├── lr_10_film_all.yaml │ │ │ ├── lr_10_film_early.yaml │ │ │ ├── lr_10_film_early_2.yaml │ │ │ ├── lr_10_film_early_3.yaml │ │ │ ├── lr_10_film_latent.yaml │ │ │ ├── lr_10_film_latenth.yaml │ │ │ ├── lr_10_noweather.yaml │ │ │ ├── lr_10_xattn_all.yaml │ │ │ ├── lr_10_xattn_early.yaml │ │ │ ├── lr_10_xattn_latent.yaml │ │ │ ├── lr_10_xattn_latenth.yaml │ │ │ ├── lr_20_film_latent.yaml │ │ │ ├── lr_20_film_latenth.yaml │ │ │ ├── lr_20_xattn_latent.yaml │ │ │ ├── lr_20_xattn_latenth.yaml │ │ │ ├── lr_5_film_latent.yaml │ │ │ ├── lr_5_film_latenth.yaml │ │ │ ├── lr_5_xattn_latent.yaml │ │ │ └── lr_5_xattn_latenth.yaml │ │ ├── base.yaml │ │ ├── extra_exp │ │ │ ├── lr_1.25_hr_cat_early.yaml │ │ │ ├── lr_10_film_early_shuffle.yaml │ │ │ ├── lr_10_hr_cat_early.yaml │ │ │ ├── lr_2.5_film_early.yaml │ │ │ ├── lr_2.5_film_early_shuffle.yaml │ │ │ └── lr_5_hr_cat_early.yaml │ │ ├── lastrun │ │ │ ├── lr_10_film_early.yaml │ │ │ ├── lr_10_film_earlyS.yaml │ │ │ ├── lr_10_film_earlyS_2.yaml │ │ │ ├── lr_10_film_earlyS_3.yaml │ │ │ ├── lr_10_film_early_2.yaml │ │ │ ├── lr_10_film_early_3.yaml │ │ │ ├── lr_10_film_latent.yaml │ │ │ ├── lr_10_film_latent_2.yaml │ │ │ ├── lr_10_film_latent_3.yaml │ │ │ ├── lr_10_noweather.yaml │ │ │ ├── lr_10_noweatherS.yaml │ │ │ ├── lr_10_noweatherS_2.yaml │ │ │ ├── lr_10_noweatherS_3.yaml │ │ │ ├── lr_10_noweather_2.yaml │ │ │ └── lr_10_noweather_3.yaml │ │ ├── lastrun2 │ │ │ ├── lr_10_film_earlyS.yaml │ │ │ ├── lr_10_film_earlyS_2.yaml │ │ │ └── lr_10_film_earlyS_3.yaml │ │ ├── tune_basic │ │ │ ├── lr_0.1.yaml │ │ │ ├── lr_1.yaml │ │ │ └── lr_10.yaml │ │ ├── tune_bells │ │ │ ├── lr_10_xaux.yaml │ │ │ ├── lr_10_xaux_xshed.yaml │ │ │ └── lr_10_xshed.yaml │ │ ├── tune_encoder │ │ │ ├── lr_10_none.yaml │ │ │ ├── lr_10_patch.yaml │ │ │ ├── lr_10_predrnn.yaml │ │ │ ├── lr_1_none.yaml │ │ │ ├── lr_1_patch.yaml │ │ │ └── lr_1_predrnn.yaml │ │ ├── tune_patch │ │ │ ├── lr_1.yaml │ │ │ ├── lr_10.yaml │ │ │ ├── lr_10_none.yaml │ │ │ └── lr_1_none.yaml │ │ ├── tune_scalebystd │ │ │ ├── lr_1.yaml │ │ │ └── lr_1_dlmask.yaml │ │ ├── tune_v2 │ │ │ ├── lr_0.1_l2.yaml │ │ │ ├── lr_1.yaml │ │ │ ├── lr_10_l2.yaml │ │ │ ├── lr_1_l2.yaml │ │ │ ├── lr_1_l2_relubn.yaml │ │ │ ├── lr_1_l2_xaux.yaml │ │ │ └── lr_1_l2_xaux_xshed.yaml │ │ ├── tune_weather │ │ │ └── lr_10_noweather.yaml │ │ ├── tune_weather2 │ │ │ ├── lr_10_action.yaml │ │ │ ├── lr_10_cat_all.yaml │ │ │ ├── lr_10_cat_early.yaml │ │ │ ├── lr_10_cat_latent.yaml │ │ │ ├── lr_10_film_all.yaml │ │ │ ├── lr_10_film_early.yaml │ │ │ ├── lr_10_film_latent.yaml │ │ │ ├── lr_10_film_latent_h.yaml │ │ │ ├── lr_10_noweather.yaml │ │ │ ├── lr_10_xattn_all.yaml │ │ │ ├── lr_10_xattn_early.yaml │ │ │ ├── lr_10_xattn_early2.yaml │ │ │ ├── lr_10_xattn_latent.yaml │ │ │ └── lr_10_xattn_latent_h.yaml │ │ └── tune_wstatic │ │ │ ├── lr_0.1.yaml │ │ │ ├── lr_1.yaml │ │ │ └── lr_10.yaml │ ├── simvp │ │ ├── ablate_weather │ │ │ ├── lr_10_cat_all.yaml │ │ │ ├── lr_10_cat_early.yaml │ │ │ ├── lr_10_cat_latent.yaml │ │ │ ├── lr_10_cat_latentproc.yaml │ │ │ ├── lr_10_film_all.yaml │ │ │ ├── lr_10_film_early.yaml │ │ │ ├── lr_10_film_latent.yaml │ │ │ ├── lr_10_film_latentproc.yaml │ │ │ ├── lr_10_film_latentproc_2.yaml │ │ │ ├── lr_10_film_latentproc_3.yaml │ │ │ ├── lr_10_noweather.yaml │ │ │ ├── lr_10_xattn_all.yaml │ │ │ ├── lr_10_xattn_early.yaml │ │ │ ├── lr_10_xattn_latent.yaml │ │ │ ├── lr_10_xattn_latentproc.yaml │ │ │ ├── lr_5_film_latent.yaml │ │ │ ├── lr_5_film_latentproc.yaml │ │ │ ├── lr_5_xattn_latent.yaml │ │ │ └── lr_5_xattn_latentproc.yaml │ │ ├── base.yaml │ │ ├── extra_exp │ │ │ ├── lr_1.25_film_latentproc.yaml │ │ │ ├── lr_1.25_film_latentproc_shuffle.yaml │ │ │ └── lr_10_film_latentproc_shuffle.yaml │ │ ├── lastrun │ │ │ ├── lr_10_film_latentproc.yaml │ │ │ ├── lr_10_film_latentprocS.yaml │ │ │ ├── lr_10_film_latentprocS_2.yaml │ │ │ ├── lr_10_film_latentprocS_3.yaml │ │ │ ├── lr_10_film_latentproc_2.yaml │ │ │ ├── lr_10_film_latentproc_3.yaml │ │ │ ├── lr_10_film_noweatherS.yaml │ │ │ ├── lr_10_film_noweatherS_2.yaml │ │ │ └── lr_10_film_noweatherS_3.yaml │ │ ├── lastrun2 │ │ │ ├── lr_10_film_latentprocS.yaml │ │ │ ├── lr_10_film_latentprocS_2.yaml │ │ │ └── lr_10_film_latentprocS_3.yaml │ │ ├── oldval │ │ │ ├── lr_10_film_latentproc.yaml │ │ │ ├── lr_10_film_latentproc_2.yaml │ │ │ ├── lr_10_film_latentproc_3.yaml │ │ │ ├── lr_10_film_latentproc_saveall.yaml │ │ │ ├── lr_10_noweather.yaml │ │ │ ├── lr_10_noweather_2.yaml │ │ │ └── lr_10_noweather_3.yaml │ │ ├── tune_basic │ │ │ ├── lr_0.1.yaml │ │ │ ├── lr_1.yaml │ │ │ ├── lr_10.yaml │ │ │ └── lr_100.yaml │ │ ├── tune_encoder │ │ │ ├── lr_10_patch.yaml │ │ │ ├── lr_10_patch_shuffletrain_longer.yaml │ │ │ ├── lr_10_simvp.yaml │ │ │ ├── lr_1_patch.yaml │ │ │ └── lr_1_simvp.yaml │ │ ├── tune_proc │ │ │ ├── gsta_L_film.yaml │ │ │ ├── gsta_L_film_l2.yaml │ │ │ ├── gsta_S_film.yaml │ │ │ ├── gsta_S_film_l2.yaml │ │ │ ├── gsta_S_film_w16_bs16.yaml │ │ │ ├── gsta_S_film_w32.yaml │ │ │ ├── gsta_S_film_w4.yaml │ │ │ ├── gsta_S_film_w8.yaml │ │ │ ├── incep_L_film.yaml │ │ │ ├── incep_L_film_l2.yaml │ │ │ ├── incep_S_film.yaml │ │ │ └── incep_S_film_l2.yaml │ │ ├── tune_proc2 │ │ │ ├── lr_10_incep.yaml │ │ │ ├── lr_10_patch.yaml │ │ │ ├── lr_10_resnet1x1.yaml │ │ │ └── lr_10_resnet3x3.yaml │ │ ├── tune_scalebystd │ │ │ ├── lr_10.yaml │ │ │ └── lr_10_dlmask.yaml │ │ ├── tune_v2 │ │ │ ├── lr_100_cat.yaml │ │ │ ├── lr_100_film.yaml │ │ │ ├── lr_100_none.yaml │ │ │ ├── lr_10_cat.yaml │ │ │ ├── lr_10_film.yaml │ │ │ ├── lr_10_film_l2.yaml │ │ │ ├── lr_10_film_lc.yaml │ │ │ ├── lr_10_none.yaml │ │ │ ├── lr_10_none_l2.yaml │ │ │ ├── lr_1_cat.yaml │ │ │ ├── lr_1_film.yaml │ │ │ └── lr_1_none.yaml │ │ ├── tune_weather │ │ │ ├── lr_10_cat.yaml │ │ │ ├── lr_10_noweather.yaml │ │ │ └── lr_10_xattn.yaml │ │ └── tune_weather2 │ │ │ ├── lr_10_cat_all.yaml │ │ │ ├── lr_10_cat_early.yaml │ │ │ ├── lr_10_cat_latent.yaml │ │ │ ├── lr_10_film_all.yaml │ │ │ ├── lr_10_film_early.yaml │ │ │ ├── lr_10_film_latent.yaml │ │ │ ├── lr_10_film_latent_val2.yaml │ │ │ ├── lr_10_film_latent_val2_nofg.yaml │ │ │ ├── lr_10_noweather_long.yaml │ │ │ ├── lr_10_xattn_all.yaml │ │ │ ├── lr_10_xattn_early.yaml │ │ │ ├── lr_10_xattn_latent.yaml │ │ │ └── lr_10_xattn_latent_mlp.yaml │ ├── st_unet │ │ └── tune_weather │ │ │ ├── lr_10_film_latent.yaml │ │ │ ├── lr_10_film_latent_shuffle.yaml │ │ │ ├── lr_10_noweather.yaml │ │ │ └── lr_10_xattn_latent.yaml │ └── unet_lstm │ │ └── tune_weather │ │ ├── lr_10.yaml │ │ └── lr_10_gru.yaml ├── en21xold │ └── local-rnn │ │ ├── arch │ │ └── base.yaml │ │ └── mlp_lesspred │ │ └── base.yaml ├── en22 │ ├── context-convlstm │ │ ├── CNN_and_convlstm_only_topology │ │ │ └── base.yaml │ │ ├── MLP_sum_weather │ │ │ └── base.yaml │ │ ├── baseline_RGBNR │ │ │ └── base.yaml │ │ ├── baseline_convlstm_bigger │ │ │ └── base.yaml │ │ ├── baseline_input_NDVI │ │ │ └── base.yaml │ │ ├── baseline_input_topo_and_NDVI │ │ │ └── base.yaml │ │ ├── baseline_input_topo_ndvi_weather │ │ │ └── base.yaml │ │ ├── baseline_long_context │ │ │ └── base.yaml │ │ ├── baseline_short_context_short_pred │ │ │ └── base.yaml │ │ ├── debug │ │ │ └── base.yaml │ │ ├── only_eras5 │ │ │ └── base.yaml │ │ ├── original_norm2 │ │ │ └── base.yaml │ │ ├── pointwise3 │ │ │ └── base.yaml │ │ ├── skip_connection │ │ │ └── base.yaml │ │ ├── stack │ │ │ └── base.yaml │ │ ├── test │ │ │ └── base.yaml │ │ └── with_lc │ │ │ └── base.yaml │ ├── context-rnn │ │ └── base │ │ │ └── base.yaml │ └── convlstm-lstm │ │ ├── EF_lstm │ │ └── base.yaml │ │ ├── base │ │ └── forecast_weather.yaml │ │ └── bigger │ │ └── base.yaml └── en23 │ └── convlstm_ae │ ├── 16.10.2023_absolute_NDVI.yaml │ ├── 16.10.2023_anomalie_NDVI.yaml │ ├── all_variables.yaml │ ├── anomalie.yaml │ ├── anomalie_preprocessed.yaml │ ├── long.yaml │ ├── lr_1e-3.yaml │ ├── lr_1e-4.yaml │ ├── preprocessed_fixed.yaml │ └── tf_preprocessed11.yaml ├── earthnet_models_pytorch ├── __init__.py ├── data │ ├── __init__.py │ ├── en21_data.py │ ├── en21x_data.py │ ├── en21x_data_old.py │ ├── en22_data.py │ └── en23_data.py ├── metric │ ├── __init__.py │ ├── earthnetscore.py │ ├── nnse.py │ └── rmse.py ├── model │ ├── __init__.py │ ├── channel_u_net.py │ ├── conditioning_layer.py │ ├── contextformer.py │ ├── convlstm_ae.py │ ├── enc_dec_layer.py │ ├── layer_utils.py │ ├── local_rnn.py │ ├── nextframe_resnet.py │ ├── nextframe_unet.py │ ├── predrnn.py │ ├── rnn.py │ ├── simvp.py │ ├── spatiotemporal_unet.py │ └── unet_lstm.py ├── task │ ├── __init__.py │ ├── loss.py │ ├── shedule.py │ └── workflow.py └── utils │ ├── __init__.py │ ├── logging.py │ └── parse.py ├── requirements.txt ├── scripts ├── debug.py ├── fastacces_data.py ├── preprocessing │ ├── extremes.py │ ├── interpolation.py │ ├── interpolation_msc.py │ ├── save_minicube.py │ └── statistics_en23.py ├── score_en21x_v2.py ├── slurmrun.sh ├── test.py ├── train.py └── tune.py └── setup.py /.gitignore: -------------------------------------------------------------------------------- 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